Emotion Distribution Learning on WESAD (subject-independent)
0.0314Chebyshev DistanceMPCL
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MPCLMethod Paradigm=Multimodal EDL2026.02 | 0.0314 | 0.2973 | 0.8685 | 0.0228 | 0.9857 | 0.9371 | 1 | |
| HeLoMethod Paradigm=Multimodal EDL2026.02 | 0.0403 | 0.3455 | 0.9329 | 0.0283 | 0.979 | 0.9154 | 2.17 | |
| EmotionDictMethod Paradigm=Multimodal EDL2026.02 | 0.0421 | 0.3631 | 0.953 | 0.0282 | 0.9773 | 0.9126 | 2.83 | |
| TLR-DLMethod Paradigm=Single-modal EDL2026.02 | 0.0441 | 0.4145 | 1.0746 | 0.0372 | 0.9695 | 0.8917 | 6.33 | |
| CARATMethod Paradigm=MMER2026.02 | 0.0454 | 0.427 | 1.1874 | 0.0345 | 0.9731 | 0.8944 | 5.67 | |
| LDL-LRRMethod Paradigm=Single-modal EDL2026.02 | 0.0466 | 0.4471 | 1.1817 | 0.0343 | 0.9731 | 0.8945 | 5.5 | |
| PT-SVMMethod Paradigm=LDL2026.02 | 0.0471 | 0.4506 | 1.1928 | 0.0347 | 0.9727 | 0.8935 | 7.33 | |
| CADMethod Paradigm=Single-modal EDL2026.02 | 0.0481 | 0.4488 | 1.1647 | 0.0366 | 0.9711 | 0.8935 | 7 | |
| AA-KNNMethod Paradigm=LDL2026.02 | 0.05 | 0.4516 | 1.1762 | 0.0423 | 0.9663 | 0.8933 | 9 | |
| MAETMethod Paradigm=MER2026.02 | 0.0516 | 0.4514 | 1.1666 | 0.0445 | 0.9678 | 0.8967 | 8 | |
| SA-CPNNMethod Paradigm=MER2026.02 | 0.0894 | 0.6394 | 1.7384 | 0.0944 | 0.9154 | 0.8254 | 11 |